Object Detection on RTTS v1 (test)
53.2mAPLR-YOLOv8
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LR-YOLOv8Detector=YOLOv82025.10 | 53.2 | 42.4 | |
| GDIP→YOLOv8Detector=YOLOv8, Restoration Method=GDIP2025.10 | 50.3 | 39.8 | |
| ConvIR→YOLOv8Detector=YOLOv8, Restoration Method=ConvIR, Training Strategy=Alternating training2025.10 | 50.1 | 39.9 | |
| ConvIR→YOLOv8Detector=YOLOv8, Restoration Method=ConvIR, Training Strategy=Adversarial training2025.10 | 49.5 | 39 | |
| SFNet→YOLOv8Detector=YOLOv8, Restoration Method=SFNet, Training Strategy=Alternating training2025.10 | 49.3 | 39.2 | |
| ConvIR→YOLOv8Detector=YOLOv8, Restoration Method=ConvIR, Training Strategy=Standard2025.10 | 49.3 | 38.7 | |
| LR-YOLOv10Detector=YOLOv102025.10 | 49.2 | 38.5 | |
| SFNet→YOLOv8Detector=YOLOv8, Restoration Method=SFNet, Training Strategy=Adversarial training2025.10 | 49.1 | 39.3 | |
| SFNet→YOLOv8Detector=YOLOv8, Restoration Method=SFNet, Training Strategy=Standard2025.10 | 48.9 | 38.4 | |
| FeatEnHancer→YOLOv8Detector=YOLOv8, Restoration Method=FeatEnHancer2025.10 | 48.4 | 38.8 | |
| IA→YOLOv8Detector=YOLOv8, Restoration Method=IA2025.10 | 47.7 | 37.3 | |
| GDIP→YOLOv10Detector=YOLOv10, Restoration Method=GDIP2025.10 | 47.2 | 37 | |
| FeatEnHancer→YOLOv10Detector=YOLOv10, Restoration Method=FeatEnHancer2025.10 | 46.7 | 36.2 | |
| SFNet→YOLOv10Detector=YOLOv10, Restoration Method=SFNet, Training Strategy=Adversarial training2025.10 | 46.6 | 37.1 | |
| ConvIR→YOLOv10Detector=YOLOv10, Restoration Method=ConvIR, Training Strategy=Adversarial training2025.10 | 46.6 | 37.2 | |
| ConvIR→YOLOv10Detector=YOLOv10, Restoration Method=ConvIR, Training Strategy=Alternating training2025.10 | 46.5 | 36.5 | |
| ConvIR→YOLOv10Detector=YOLOv10, Restoration Method=ConvIR, Training Strategy=Standard2025.10 | 46.1 | 36 | |
| SFNet→YOLOv10Detector=YOLOv10, Restoration Method=SFNet, Training Strategy=Alternating training2025.10 | 45.8 | 36 | |
| SFNet→YOLOv10Detector=YOLOv10, Restoration Method=SFNet, Training Strategy=Standard2025.10 | 45.5 | 35.9 | |
| IA→YOLOv10Detector=YOLOv10, Restoration Method=IA2025.10 | 45.4 | 35.8 | |
| YOLOv8Detector=YOLOv8, Restoration Method=None2025.10 | 45.3 | 36.2 | |
| YOLOv10Detector=YOLOv10, Restoration Method=None2025.10 | 42.6 | 33.8 |